{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: torch==2.2 in /opt/conda/lib/python3.10/site-packages (2.2.0)\n",
      "Requirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (3.13.1)\n",
      "Requirement already satisfied: typing-extensions>=4.8.0 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (4.9.0)\n",
      "Requirement already satisfied: sympy in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (1.12)\n",
      "Requirement already satisfied: networkx in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (3.2.1)\n",
      "Requirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (3.1.2)\n",
      "Requirement already satisfied: fsspec in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (2023.12.2)\n",
      "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (12.1.105)\n",
      "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (12.1.105)\n",
      "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (12.1.105)\n",
      "Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (8.9.2.26)\n",
      "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (12.1.3.1)\n",
      "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (11.0.2.54)\n",
      "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (10.3.2.106)\n",
      "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (11.4.5.107)\n",
      "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (12.1.0.106)\n",
      "Requirement already satisfied: nvidia-nccl-cu12==2.19.3 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (2.19.3)\n",
      "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (12.1.105)\n",
      "Requirement already satisfied: triton==2.2.0 in /opt/conda/lib/python3.10/site-packages (from torch==2.2) (2.2.0)\n",
      "Requirement already satisfied: nvidia-nvjitlink-cu12 in /opt/conda/lib/python3.10/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch==2.2) (12.3.101)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch==2.2) (2.1.3)\n",
      "Requirement already satisfied: mpmath>=0.19 in /opt/conda/lib/python3.10/site-packages (from sympy->torch==2.2) (1.3.0)\n",
      "Requirement already satisfied: torchvision==0.17 in /opt/conda/lib/python3.10/site-packages (0.17.0)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from torchvision==0.17) (1.26.2)\n",
      "Requirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from torchvision==0.17) (2.28.1)\n",
      "Requirement already satisfied: torch==2.2.0 in /opt/conda/lib/python3.10/site-packages (from torchvision==0.17) (2.2.0)\n",
      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /opt/conda/lib/python3.10/site-packages (from torchvision==0.17) (10.2.0)\n",
      "Requirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (3.13.1)\n",
      "Requirement already satisfied: typing-extensions>=4.8.0 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (4.9.0)\n",
      "Requirement already satisfied: sympy in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (1.12)\n",
      "Requirement already satisfied: networkx in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (3.2.1)\n",
      "Requirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (3.1.2)\n",
      "Requirement already satisfied: fsspec in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (2023.12.2)\n",
      "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (12.1.105)\n",
      "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (12.1.105)\n",
      "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (12.1.105)\n",
      "Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (8.9.2.26)\n",
      "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (12.1.3.1)\n",
      "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (11.0.2.54)\n",
      "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (10.3.2.106)\n",
      "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (11.4.5.107)\n",
      "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (12.1.0.106)\n",
      "Requirement already satisfied: nvidia-nccl-cu12==2.19.3 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (2.19.3)\n",
      "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (12.1.105)\n",
      "Requirement already satisfied: triton==2.2.0 in /opt/conda/lib/python3.10/site-packages (from torch==2.2.0->torchvision==0.17) (2.2.0)\n",
      "Requirement already satisfied: nvidia-nvjitlink-cu12 in /opt/conda/lib/python3.10/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch==2.2.0->torchvision==0.17) (12.3.101)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->torchvision==0.17) (2.1.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->torchvision==0.17) (3.3)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->torchvision==0.17) (1.26.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->torchvision==0.17) (2022.6.15)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch==2.2.0->torchvision==0.17) (2.1.3)\n",
      "Requirement already satisfied: mpmath>=0.19 in /opt/conda/lib/python3.10/site-packages (from sympy->torch==2.2.0->torchvision==0.17) (1.3.0)\n",
      "Requirement already satisfied: nltk==3.7 in /opt/conda/lib/python3.10/site-packages (3.7)\n",
      "Requirement already satisfied: click in /opt/conda/lib/python3.10/site-packages (from nltk==3.7) (8.1.7)\n",
      "Requirement already satisfied: joblib in /opt/conda/lib/python3.10/site-packages (from nltk==3.7) (1.3.2)\n",
      "Requirement already satisfied: regex>=2021.8.3 in /opt/conda/lib/python3.10/site-packages (from nltk==3.7) (2022.7.9)\n",
      "Requirement already satisfied: tqdm in /opt/conda/lib/python3.10/site-packages (from nltk==3.7) (4.66.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install torch==2.2\n",
    "!pip install torchvision==0.17\n",
    "!pip install nltk==3.7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
      "  _torch_pytree._register_pytree_node(\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import time\n",
    "import copy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torch\n",
    "import torchvision\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from torch.optim import lr_scheduler\n",
    "from torchvision import datasets, models, transforms\n",
    "\n",
    "torch.use_deterministic_algorithms(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dataset information\n",
    "- There are 240 training images and 150 validation images divided equally between the two classes (bees and ants). \n",
    "- We download the dataset from this link - https://www.kaggle.com/ajayrana/hymenoptera-data and store it in the current working directory. \n",
    "- In order to download the dataset you will need to login to kaggle. If you do not already have a kaggle account, you will need to register.\n",
    "- More information about the dataset can be found here: https://hymenoptera.elsiklab.missouri.edu/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ddir = 'hymenoptera_data'\n",
    "\n",
    "# Data normalization and augmentation transformations for train dataset\n",
    "# Only normalization transformation for validation dataset\n",
    "# The mean and std for normalization are calculated as the mean of all pixel values for all images in the training set per each image channel - R, G and B\n",
    "\n",
    "data_transformers = {\n",
    "    'train': transforms.Compose([transforms.RandomResizedCrop(224), transforms.RandomHorizontalFlip(),\n",
    "                                    transforms.ToTensor(), \n",
    "                                    transforms.Normalize([0.490, 0.449, 0.411], [0.231, 0.221, 0.230])]),\n",
    "    'val': transforms.Compose([transforms.Resize(256), transforms.CenterCrop(224), \n",
    "                                      transforms.ToTensor(), \n",
    "                                      transforms.Normalize([0.490, 0.449, 0.411], [0.231, 0.221, 0.230])])}\n",
    "\n",
    "img_data = {k: datasets.ImageFolder(os.path.join(ddir, k), data_transformers[k]) for k in ['train', 'val']}\n",
    "dloaders = {k: torch.utils.data.DataLoader(img_data[k], batch_size=8, shuffle=True) \n",
    "            for k in ['train', 'val']}\n",
    "dset_sizes = {x: len(img_data[x]) for x in ['train', 'val']}\n",
    "classes = img_data['train'].classes\n",
    "dvc = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def imageshow(img, text=None):\n",
    "    img = img.numpy().transpose((1, 2, 0))\n",
    "    avg = np.array([0.490, 0.449, 0.411])\n",
    "    stddev = np.array([0.231, 0.221, 0.230])\n",
    "    img = stddev * img + avg\n",
    "    img = np.clip(img, 0, 1)\n",
    "    plt.imshow(img)\n",
    "    if text is not None:\n",
    "        plt.title(text)\n",
    "\n",
    "# Generate one train dataset batch\n",
    "imgs, cls = next(iter(dloaders['train']))\n",
    "\n",
    "# Generate a grid from batch\n",
    "grid = torchvision.utils.make_grid(imgs)\n",
    "\n",
    "imageshow(grid, text=[classes[c] for c in cls])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def finetune_model(pretrained_model, loss_func, optim, epochs=10):\n",
    "    start = time.time()\n",
    "\n",
    "    model_weights = copy.deepcopy(pretrained_model.state_dict())\n",
    "    accuracy = 0.0\n",
    "\n",
    "    for e in range(epochs):\n",
    "        print(f'Epoch number {e}/{epochs - 1}')\n",
    "        print('=' * 20)\n",
    "\n",
    "        # for each epoch we run through the training and validation set\n",
    "        for dset in ['train', 'val']:\n",
    "            if dset == 'train':\n",
    "                pretrained_model.train()  # set model to train mode (i.e. trainbale weights)\n",
    "            else:\n",
    "                pretrained_model.eval()   # set model to validation mode\n",
    "\n",
    "            loss = 0.0\n",
    "            successes = 0\n",
    "\n",
    "            # iterate over the (training/validation) data.\n",
    "            for imgs, tgts in dloaders[dset]:\n",
    "                imgs = imgs.to(dvc)\n",
    "                tgts = tgts.to(dvc)\n",
    "                optim.zero_grad()\n",
    "                \n",
    "                with torch.set_grad_enabled(dset == 'train'):\n",
    "                    ops = pretrained_model(imgs)\n",
    "                    _, preds = torch.max(ops, 1)\n",
    "                    loss_curr = loss_func(ops, tgts)\n",
    "                    # backward pass only if in training mode\n",
    "                    if dset == 'train':\n",
    "                        loss_curr.backward()\n",
    "                        optim.step()\n",
    "\n",
    "                loss += loss_curr.item() * imgs.size(0)\n",
    "                successes += torch.sum(preds == tgts.data)\n",
    "\n",
    "            loss_epoch = loss / dset_sizes[dset]\n",
    "            accuracy_epoch = successes.double() / dset_sizes[dset]\n",
    "\n",
    "            print(f'{dset} loss in this epoch: {loss_epoch}, accuracy in this epoch: {accuracy_epoch}')\n",
    "            if dset == 'val' and accuracy_epoch > accuracy:\n",
    "                accuracy = accuracy_epoch\n",
    "                model_weights = copy.deepcopy(pretrained_model.state_dict())\n",
    "        print()\n",
    "\n",
    "    time_delta = time.time() - start\n",
    "    print(f'Training finished in {time_delta // 60}mins {time_delta % 60}secs')\n",
    "    print(f'Best validation set accuracy: {accuracy}')\n",
    "\n",
    "    # load the best model version (weights)\n",
    "    pretrained_model.load_state_dict(model_weights)\n",
    "    return pretrained_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_predictions(pretrained_model, max_num_imgs=4):\n",
    "    torch.manual_seed(1)\n",
    "    was_model_training = pretrained_model.training\n",
    "    pretrained_model.eval()\n",
    "    imgs_counter = 0\n",
    "    fig = plt.figure()\n",
    "\n",
    "    with torch.no_grad():\n",
    "        for i, (imgs, tgts) in enumerate(dloaders['val']):\n",
    "            imgs = imgs.to(dvc)\n",
    "            tgts = tgts.to(dvc)\n",
    "            ops = pretrained_model(imgs)\n",
    "            _, preds = torch.max(ops, 1)\n",
    "            \n",
    "            for j in range(imgs.size()[0]):\n",
    "                imgs_counter += 1\n",
    "                ax = plt.subplot(max_num_imgs//2, 2, imgs_counter)\n",
    "                ax.axis('off')\n",
    "                ax.set_title(f'pred: {classes[preds[j]]} || target: {classes[tgts[j]]}')\n",
    "                imageshow(imgs.cpu().data[j])\n",
    "\n",
    "                if imgs_counter == max_num_imgs:\n",
    "                    pretrained_model.train(mode=was_model_training)\n",
    "                    return\n",
    "        pretrained_model.train(mode=was_model_training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
      "  warnings.warn(\n",
      "/opt/conda/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sequential(\n",
      "  (0): Conv2d(3, 64, kernel_size=(11, 11), stride=(4, 4), padding=(2, 2))\n",
      "  (1): ReLU(inplace=True)\n",
      "  (2): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (3): Conv2d(64, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n",
      "  (4): ReLU(inplace=True)\n",
      "  (5): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (6): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (7): ReLU(inplace=True)\n",
      "  (8): Conv2d(384, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (9): ReLU(inplace=True)\n",
      "  (10): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (11): ReLU(inplace=True)\n",
      "  (12): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "model_finetune = models.alexnet(pretrained=True)\n",
    "print(model_finetune.features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sequential(\n",
      "  (0): Dropout(p=0.5, inplace=False)\n",
      "  (1): Linear(in_features=9216, out_features=4096, bias=True)\n",
      "  (2): ReLU(inplace=True)\n",
      "  (3): Dropout(p=0.5, inplace=False)\n",
      "  (4): Linear(in_features=4096, out_features=4096, bias=True)\n",
      "  (5): ReLU(inplace=True)\n",
      "  (6): Linear(in_features=4096, out_features=1000, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "print(model_finetune.classifier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch number 0/9\n",
      "====================\n",
      "train loss in this epoch: 0.7751872637232796, accuracy in this epoch: 0.5204918032786885\n",
      "val loss in this epoch: 0.6339419616593255, accuracy in this epoch: 0.6339869281045751\n",
      "\n",
      "Epoch number 1/9\n",
      "====================\n",
      "train loss in this epoch: 0.5628533636937376, accuracy in this epoch: 0.6885245901639344\n",
      "val loss in this epoch: 0.5051289816307866, accuracy in this epoch: 0.7777777777777778\n",
      "\n",
      "Epoch number 2/9\n",
      "====================\n",
      "train loss in this epoch: 0.4783363899246591, accuracy in this epoch: 0.7622950819672131\n",
      "val loss in this epoch: 0.4450346809976241, accuracy in this epoch: 0.8104575163398693\n",
      "\n",
      "Epoch number 3/9\n",
      "====================\n",
      "train loss in this epoch: 0.4173249428878065, accuracy in this epoch: 0.8237704918032787\n",
      "val loss in this epoch: 0.3971024395204058, accuracy in this epoch: 0.8431372549019608\n",
      "\n",
      "Epoch number 4/9\n",
      "====================\n",
      "train loss in this epoch: 0.40321881458407544, accuracy in this epoch: 0.819672131147541\n",
      "val loss in this epoch: 0.36537496151487814, accuracy in this epoch: 0.8627450980392157\n",
      "\n",
      "Epoch number 5/9\n",
      "====================\n",
      "train loss in this epoch: 0.36007155600141305, accuracy in this epoch: 0.8647540983606558\n",
      "val loss in this epoch: 0.3422834701787413, accuracy in this epoch: 0.8758169934640523\n",
      "\n",
      "Epoch number 6/9\n",
      "====================\n",
      "train loss in this epoch: 0.3468564975945676, accuracy in this epoch: 0.8852459016393442\n",
      "val loss in this epoch: 0.32399294603603823, accuracy in this epoch: 0.8823529411764706\n",
      "\n",
      "Epoch number 7/9\n",
      "====================\n",
      "train loss in this epoch: 0.3006822402115728, accuracy in this epoch: 0.8852459016393442\n",
      "val loss in this epoch: 0.3107166847372367, accuracy in this epoch: 0.8823529411764706\n",
      "\n",
      "Epoch number 8/9\n",
      "====================\n",
      "train loss in this epoch: 0.33582790696718656, accuracy in this epoch: 0.860655737704918\n",
      "val loss in this epoch: 0.30031758532220243, accuracy in this epoch: 0.8954248366013072\n",
      "\n",
      "Epoch number 9/9\n",
      "====================\n",
      "train loss in this epoch: 0.31155503187023226, accuracy in this epoch: 0.860655737704918\n",
      "val loss in this epoch: 0.2928269924291598, accuracy in this epoch: 0.9019607843137255\n",
      "\n",
      "Training finished in 1.0mins 57.03927659988403secs\n",
      "Best validation set accuracy: 0.9019607843137255\n"
     ]
    }
   ],
   "source": [
    "# change the last layer from 1000 classes to 2 classes\n",
    "model_finetune.classifier[6] = nn.Linear(4096, len(classes))\n",
    "\n",
    "loss_func = nn.CrossEntropyLoss()\n",
    "optim_finetune = optim.SGD(model_finetune.parameters(), lr=0.0001)\n",
    "\n",
    "# train (fine-tune) and validate the model\n",
    "model_finetune = finetune_model(model_finetune, loss_func, optim_finetune, epochs=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_predictions(model_finetune)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (Local)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
